2017/03/23 に行った Azure Machine Learning の初心者向けハンズオンの資料です

1. AzureMachineLearning
ISAO MSP

2. •
• PC
•
•
• Microsoft

3. •
• Microsoft Azure
• Azure Machine Learning
•

4. • 2017 1 ISAO
•
http://kheiakiyama.hateblo.jp/
• Azure
• <10
• DeepLearning4

5. ( )
•
•
•
• python

6. yak shaving

7. • HelloWorld
•
•
• 2

8. HelloWorld
AzureMachineLearning

9. MicrosoftAzure

11. Microsoft Azure
•
https://portal.azure.com
• Microsoft
• Azure

12. Azure Machine Learning

13. Azure Machine Learning
•
https://azure.microsoft.com/ja-jp/services/
machine-learning/
•
https://docs.microsoft.com/ja-jp/azure/
machine-learning/machine-learning-studio-
overview-diagram

15. Azure Machine Learning
• 2
• Microsoft
• Azure
• Pricing
https://azure.microsoft.com/ja-jp/pricing/
details/machine-learning/

17. •
• AI
• 2017/1/1
2017/1/2
• 50
• WebAPI

19. • Microsoft Azure Machine Learning Studio
https://studio.azureml.net/
• Sign In

21. • https://goo.gl/Mdzn3p
• DATASETS NEW csv

23. • EXPERIMENTS NEW Blank
Experiment
• Saved Datasets -> My Datasets holiday.csv
📒 item

25. • Select Columns in Dataset
• Holiday.csv Select Columns
• Select Columns Properties -> Launch column selector
title
📒 Holiday.csv Visualize
Select Columns

27. • Split Data
• Select Columns Split Data
• Split Data Properties -> Fraction of
rows … 0.7
📒 70% 30%

29. • Train Model
• Split Data Train Model
• Train Model Properties -> Launch
column selector holiday
📒

31. • Score Model
• Train Model Score Model
• Split Data Score Model
📒

33. • Evaluate Model
• Score Model Evaluate Model
📒

35. •
2 Two-Class …
• ( )
• Train Model
📒

37. •
• Run
• Evaluate Model Visualize
• Train Model Visualize
📒

40. • SetUp WebService WebAPI
• Predictive Web Service WebAPI

42. • 1 Run Web Deploy
•
• WebService
UI
📒 Swagger API

46. AML

47. AML

48. AML
• Excute Python(R) Script
https://goo.gl/Z2D0fr

49. AML

56. • Azure Machine Learning
•
•

58. Azure
• AzureStorage
Blob, Table(KVS)
• AzureDataFactory
• AzureFunctions
RestAPI
• CognitiveServices
WebAPI

60. • :
https://docs.microsoft.com/ja-jp/azure/machine-learning/
machine-learning-faq
• :
https://blogs.msdn.microsoft.com/kosasaki/2016/04/13/
azure-machine-learning-
%E3%82%92%E5%88%A9%E7%94%A8%E3%81%99%E3
%82%8B%E3%81%8A%E5%AE%A2%E6%A7%98%E3%8
1%8B%E3%82%89%E3%81%AE%E3%82%88%E3%81%8
F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F/

61. • :Microsoft Azure Machine Learning
https://docs.microsoft.com/ja-jp/azure/machine-learning/
machine-learning-algorithm-choice
• :
https://ty-memo.azurewebsites.net/azure/microsoft-azure-
machine-learning-
%E6%97%A5%E6%9C%AC%E8%AA%9E%E7%89%88%E3%82%
A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%8
3%A0%E3%83%81%E3%83%BC%E3%83%88%E3%82%B7%E3
%83%BC%E3%83%88%E3%82%92%E5%85%AC/

62. • :
https://msdn.microsoft.com/library/en-us/Dn905812.aspx
• Azure Machine Learning
http://qiita.com/hiiyan0402/items/3e1584b25bfb6f453f52
•
https://freelance.levtech.jp/guide/detail/41/
•
http://qiita.com/tomomoto/items/b3fd1ec7f9b68ab6dfe2